{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c82be347",
   "metadata": {},
   "source": [
    "### 1.matplotlib基础绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9c7a85aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "fe714c3b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = range(2,26,2)\n",
    "y = [15,13,14.5,17,20,25,26,26,24,22,18,15]\n",
    "fig = plt.figure(figsize=(20,8),dpi=80)\n",
    "# figure图形图标的意思，在这里指的就是我们画的图\n",
    "# 通过实例化一个figure并且传递参数，能够在后台自动使用该figure实例\n",
    "# 在图像模糊的时候可以传入dpi参数，让图片更加清晰\n",
    "#传入x，y通过plot绘制出折线图\n",
    "plt.plot(x,y)\n",
    "#绘制x轴的刻度\n",
    "# plt.xticks(x)\n",
    "# plt.xticks(range(1,25))\n",
    "_xtick_labels = [i/2 for i in range(2,49)]\n",
    "plt.xticks(_xtick_labels[::3])\n",
    "plt.yticks(range(min(y),max(y)+1))\n",
    "plt.savefig(\"./sig_size.png\") #保存图片\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3fdbbc6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "# from matplotlib import font_manager\n",
    "import random\n",
    "\n",
    "# my_font = font_manager.FontProperties(fname=\"/System/Library/Fonts/PingFang.ttc\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "78cefc50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = range(0,120)\n",
    "random.seed(10)\n",
    "y = [random.randint(20,35) for i in range(120)]\n",
    "\n",
    "plt.figure(figsize=(15,8),dpi = 100)\n",
    "plt.plot(x,y)\n",
    "_x_ticks = [\"10:{}\".format(i) for i in x if i< 60]\n",
    "_x_ticks += [\"11:{}\".format(i-60) for i in x if i>= 60]\n",
    "\n",
    "# plt.xticks(x[::5],_x_ticks[::5],rotation=45,fontproperties=my_font)\n",
    "plt.xticks(x[::5],_x_ticks[::5],rotation=45)\n",
    "# plt.xticks(x[::5],_x_ticks[::5])\n",
    "\n",
    "#添加描述信息\n",
    "# plt.xlabel(\"时间\",fontproperties=my_font)\n",
    "# plt.ylabel(\"温度 单位(°C)\",fontproperties=my_font)\n",
    "# plt.title(\"10点到12点每分钟的气温变化情况\",fontproperties=my_font)\n",
    "plt.xlabel(\"Times\")\n",
    "plt.ylabel(\"Tempeture(°C)\")\n",
    "plt.title(\"The changes of Tempeture about 10-12 clock\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0b6ea9c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "47c3db6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_1 = [1,0,1,1,2,4,3,2,3,4,4,5,6,5,4,3,3,1,1,1]\n",
    "y_2 = [1,0,3,1,2,2,3,3,2,1,2,1,1,1,1,1,1,1,1,1]\n",
    "x = range(11,31)\n",
    "plt.figure(figsize=(20,8),dpi = 80)\n",
    "plt.plot(x,y_1,label=\"self\",color =\"#c8c5\",linestyle = ':',linewidth = '3')\n",
    "plt.plot(x,y_2,label=\"friend\",color = \"cyan\",linestyle = '--',alpha = 0.5)\n",
    "\n",
    "_xtick_labels = [\"{}years\".format(i) for i in x]\n",
    "plt.xticks(x,_xtick_labels)\n",
    "plt.yticks(range(0,9))\n",
    "\n",
    "#绘制网格\n",
    "plt.grid(alpha = 0.4)\n",
    "#添加图例\n",
    "plt.legend(loc = \"upper left\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5eb58061",
   "metadata": {},
   "source": [
    "### 绘制散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d8229419",
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cd904a60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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oDAEAAACAHoUhAAAAANCjMAQAAAAAehSGAAAAAECPwhAAAAAA6FEYAgAAAAA9CkMAAAAAoEdhCAAAAAD0KAwBAAAAgB6FIQAAAADQs6ffAQAAgF2qteT0A8niqWTyUDJ9JKnavv0AgE1RGAIAADvv7Onk3tuTs/PJ6FiyupLsn0nuuj/ZP731+wEAm2ZKMgAAsLNa60q/xYeS1fPJ+XPd7eJDyX13dONbuR8AcF0UhgAAwM46/UB3hmC7cPn2diFZmuvGt3I/AOC6KAwBAICdtXiqm068kZGxbnwr9wMArovCEAAA2FmTh7prD25kbaUb38r9AIDrojAEAAB21vSRbqGSumINxtqTTMx241u5HwBwXRSGAADAzqrqVjWefG4yujcZ29fdHjiU3Hl/N76V+wEA16XakK0kNjU11RYWFvodAwAAeLpa6xYqWTzVTSeePrK50u+p7gcAJEmq6pHW2tRVxxWGAAAAALB7XKswNCUZAAAAAOhRGAIAAAAAPQpDAAAAAKBHYQgAAAAA9CgMAQAAAIAehSEAAAAA0KMwBAAAAAB6FIYAAAAAQI/CEAAAAADoURgCAAAAAD3bWhhW1TOr6h1V9btV9VtV9e6qet762H+sqoeq6kPrb9+xnVkAAAAAgGvbswP38ZNJfqm11qrq25L8VJKvWB/7jtbaO3YgAwAAAACwCdt6hmFr7Y9ba+9qrbX1TQ8kmd3O+wQAAAAAnrqdvobhtyf5t5d8/CNV9eGq+rmqOrTRDlX1uqpauPj22GOP7UxSAAAAANiF6tMn/23zHVV9b5JXJfnK1tpyVd3cWnu4qirJtyb5W621P32tf2dqaqotLCxsd1wAAAAAuCFV1SOttamrje/IGYZV9V1Jbk/yNa215SRprT28fttaa29OcqiqDuxEHgAAAABgY9teGFbV65L8jSRf3Vo7u75tT1V9ziWfc0eS/95ae3S78wAAAAAAV7etqyRX1VSSNyY5leS93ezjfCrJy5P8YlU9I8lakjNJvm47swAAAAAA17athWFrbSFJXWX48HbeNwAAAABw/XZ6lWQAAAAAYIApDAEAAACAHoUhAAAAANCjMAQAAAAAehSGAAAAAECPwhAAAAAA6FEYAgAAAAA9CkMAAAAAoEdhCAAAAAD0KAwBAAAAgB6FIQAAAADQozAEAAAAAHoUhgAAAABAj8IQAAAAAOhRGAIAAAAAPQpDAAAAAKBHYQgAAAAA9CgMAQAAAIAehSEAAAAA0KMwBAAAAAB6FIYAAAAAQI/CEAAAAADoURgCAAAAAD0KQwAAAACgR2EIAAAAAPQoDAEAAACAHoUhAAAAANCjMAQAAAAAehSGAAAAAEDPnn4HAAAGU2stJ+eXMnfmXGYP7svhmYlUVb9jAcDgay05/UCyeCqZPJRMH0n8DAWGiMIQAHiChaXl3H3sRB5eXM7Y6EhWVtdy8+R4jh+9LVMT4/2OBwCD6+zp5N7bk7PzyehYsrqS7J9J7ro/2T/d73QAm2JKMgBwmdZa7j52IvOPLmdltWX5/GpWVlvmH13Oq4+dSGut3xEBYDC11pWFiw8lq+eT8+e628WHkvvu6MYBhoDCEAC4zMn5pSwsPp7Vtct/qVldazm9uJyT80t9SgYAA+70A92Zhe3C5dvbhWRprhsHGAIKQwDgMnNnzmXP6MbXWRobHcncmXM7nAgAhsTiqW4a8kZGxrpxgCGgMAQALjN7cF9WVtc2HFtZXcvswX07nAgAhsTkoe6ahRtZW+nGAYaAwhAAuMzhmYncPDme0ZHLzzIcHalMT47n8MxEn5IBwICbPtItcFJXrC9ae5KJ2W4cYAgoDAGAy1RVjh+9LTMHxjM2WhnfO5qx0crsgfEcv+clqdp4ujIA7HpV3WrIk89NRvcmY/u62wOHkjvv78YBhkAN20qHU1NTbWFhod8xAOCG11rLyfmlzJ05l9mD+3J4ZkJZCACb0Vq3wMniqW4a8vQRZSEwUKrqkdba1FXHFYYAAAAAsHtcqzA0JRkAAAAA6FEYAgAAAAA9CkMAAAAAoEdhCAAAAAD0KAwBAAAAgB6FIQAAAADQozAEAAAAAHoUhgAAAABAj8IQAAAAAOjZ0+8AALDbtNZycn4pc2fOZfbgvhyemUhVDdx+ALDrtZacfiBZPJVMHkqmjyR+hj49jikMBYUhAOyghaXl3H3sRB5eXM7Y6EhWVtdy8+R4jh+9LVMT4wOzHwDsemdPJ/fenpydT0bHktWVZP9Mctf9yf7pfqcbTo4pDA1TkgFgh7TWcvexE5l/dDkrqy3L51ezstoy/+hyXn3sRFprA7EfAOx6rXXF1uJDyer55Py57nbxoeS+O7pxro9jCkNFYQgAO+Tk/FIWFh/P6trlL4hX11pOLy7n5PzSQOwHALve6Qe6s+Dahcu3twvJ0lw3zvVxTGGoKAwBYIfMnTmXPaMbX6NnbHQkc2fODcR+ALDrLZ7qpsxuZGSsG+f6OKYwVBSGALBDZg/uy8rq2oZjK6trmT24byD2A4Bdb/JQd329jaytdONcH8cUhorCEAB2yOGZidw8OZ7RkcvP+hsdqUxPjufwzMRA7AcAu970kW4xjrpindDak0zMduNcH8cUhorCEAB2SFXl+NHbMnNgPGOjlfG9oxkbrcweGM/xe16Sqo2nD+/0fgCw61V1K/dOPjcZ3ZuM7etuDxxK7ry/G+f6OKYwVGrYVkicmppqCwsL/Y4BAE9Zay0n55cyd+ZcZg/uy+GZiU2Vdzu9HwDseq11i3EsnuqmzE4fUWw9XY4pDISqeqS1NnXVcYUhAAAAAOwe1yoMTUkGAAAAAHoUhgAAAABAj8IQAAAAAOhRGAIAAAAAPQpDAAAAAKBHYQgAAAAA9CgMAQAAAIAehSEAAAAA0KMwBAAAAAB69vQ7AMCwa63l5PxS5s6cy+zBfTk8M5Gq6ncsdoDnHoBrai05/UCyeCqZPJRMH0n8rGCQ+BoFNqAwBHgaFpaWc/exE3l4cTljoyNZWV3LzZPjOX70tkxNjPc7HtvIcw/ANZ09ndx7e3J2PhkdS1ZXkv0zyV33J/un+50OfI0CV2VKMsBT1FrL3cdOZP7R5aystiyfX83Kasv8o8t59bETaa31OyLbxHMPwDW11hUxiw8lq+eT8+e628WHkvvu6Mahn3yNAk9CYQjwFJ2cX8rC4uNZXbv8xdTqWsvpxeWcnF/qUzK2m+cegGs6/UB31la7cPn2diFZmuvGoZ98jQJPQmEI8BTNnTmXPaMbX99lbHQkc2fO7XAidornHoBrWjzVTfHcyMhYNw795GsUeBIKQ4CnaPbgvqysrm04trK6ltmD+3Y4ETvFcw/ANU0e6q4Ht5G1lW4c+snXKPAkFIYAT9HhmYncPDme0ZHLzzQbHalMT47n8MxEn5Kx3Tz3AFzT9JFu8Yi6Yp3J2pNMzHbj0E++RoEnoTAEeIqqKseP3paZA+MZG62M7x3N2Ghl9sB4jt/zklRtPGWV4ee5B+CaqrqVZiefm4zuTcb2dbcHDiV33t+NQz/5GgWeRA3bSo5TU1NtYWGh3zEAelprOTm/lLkz5zJ7cF8Oz0wojHYJzz0A19Rat3jE4qluiuf0EUUMg8XXKOxKVfVIa23qquMKQwAAAADYPa5VGJqSDAAAAAD0KAwBAAAAgB6FIQAAAADQozAEAAAAAHoUhgAAAABAj8IQAAAAAOhRGAIAAAAAPQpDAAAAAKBHYQgAAAAA9OzZzn+8qp6Z5N8k+dNJHk/yh0n+ZmvtY1X12UmOJ/ncJJ9K8rdaa+/fzjwAu11rLSfnlzJ35lxmD+7L4ZmJVFW/YwEAu01ryekHksVTyeShZPpIspnXJE91v91gp4+N5wJuaNtaGK77ySS/1FprVfVtSX4qyVck+ZEkD7TWXllVtyb5v6vqua21lR3IBLDrLCwt5+5jJ/Lw4nLGRkeysrqWmyfHc/zobZmaGO93PABgtzh7Orn39uTsfDI6lqyuJPtnkrvuT/ZPb/1+u8FOHxvPBdzwqrW2c3dWdTjJz7fWZqvqsSTPa639wfrYiSTf21r7lSf7N6amptrCwsIOpAW4cbTW8pVvel/mH13O6tqn/98fHanMHhjPr7zuzzrTEADYfq0lb741WXwoaRc+vb32JAcOJd96YuOz1J7qfrvBTh8bzwXcEKrqkdba1NXGd/oaht+e5N9W1YEkYxfLwnVzSfwpAmAbnJxfysLi45eVhUmyutZyenE5J+eX+pQMANhVTj/QnZV2adGUdB8vzXXjW7nfbrDTx8ZzAbvCjhWGVfW9SZ6X5G9f536vq6qFi2+PPfbY9gQEuIHNnTmXPaMb/6V3bHQkc2fO7XAiAGBXWjzVTWHdyMhYN76V++0GO31sPBewK+xIYVhV35Xk9iRf01pbbq09muRCVT37kk+bTXL6yn1ba29qrU1dfLvpppt2IjLADWX24L6srK5tOLayupbZg/t2OBEAsCtNHuqud7eRtZVufCv32w12+th4LmBX2PbCsKpel+RvJPnq1trZS4benuRb1j/n1iR/Ksn7tjsPwG50eGYiN0+OZ3Tk8rMMR0cq05PjOTwz0adkAMCuMn2kWxyjrlh/s/YkE7Pd+Fbutxvs9LHxXMCusK2FYVVNJXljkv1J3ltVH6qq/7Q+/PokL62qjyb5mSR3WiEZYHtUVY4fvS0zB8YzNloZ3zuasdFuwZPj97zEgicAwM6o6lbSnXxuMro3GdvX3R44lNx5/9UXy3iq++0GO31sPBewK+zoKslbwSrJAE9day0n55cyd+ZcZg/uy+GZCWUhALDzWusWx1g81U1hnT6yuaLpqe63G+z0sfFcwFC71irJCkMAAAAA2EWuVRju2CrJAAAAAMDgUxgCAAAAAD0KQwAAAACgR2EIAAAAAPQoDAEAAACAHoUhAAAAANCjMAQAAAAAehSGAAAAAECPwhAAAAAA6NnT7wAA0G+ttZycX8rcmXOZPbgvh2cmUlX9jgXAIGktOf1AsngqmTyUTB9JbqSfFR4fAJdQGAKwqy0sLefuYyfy8OJyxkZHsrK6lpsnx3P86G2ZmhjvdzwABsHZ08m9tydn55PRsWR1Jdk/k9x1f7J/ut/pnj6PD4ArmJIMwK7VWsvdx05k/tHlrKy2LJ9fzcpqy/yjy3n1sRNprfU7IgD91lpXNi0+lKyeT86f624XH0ruu6MbH2YeX78TAgwkhSEAu9bJ+aUsLD6e1bXLf1lYXWs5vbick/NLfUoGwMA4/UB3Zlq7cPn2diFZmuvGh5nH15dYAINOYQjArjV35lz2jG58/aKx0ZHMnTm3w4kAGDiLp7pprBsZGevGh5nHt7N5AIaEwhCAXWv24L6srK5tOLayupbZg/t2OBEAA2fyUHfNu42srXTjw8zj29k8AENCYQjArnV4ZiI3T45ndOTyswxHRyrTk+M5PDPRp2QADIzpI90CGXXFepG1J5mY7caHmcfXl1gAg05hCMCuVVU5fvS2zBwYz9hoZXzvaMZGK7MHxnP8npekauPpygDsIlXdarqTz01G9yZj+7rbA4eSO+/vxoeZx9fvhAADqYZtBcipqam2sLDQ7xgA3EBaazk5v5S5M+cye3BfDs9MKAsBuFxr3QIZi6e6aazTR26sssnjA9hVquqR1trUVccVhgAAAACwe1yrMDQlGQAAAADoURgCAAAAAD0KQwAAAACgR2EIAAAAAPQoDAEAAACAHoUhAAAAANCjMAQAAAAAehSGAAAAAEDPpgvDqhqrqs/dzjAAAAAAQH9tqjCsqq9IMp/kvesf31pV921fLICd11rLB+cW8/aTD+eDc4tprfU7EgDAYGstmf9A8uDPdrdePwHcEPZs8vN+JMmXJ/n5JGmtfbCqbtm2VAA7bGFpOXcfO5GHF5czNjqSldW13Dw5nuNHb8vUxHi/4wEADJ6zp5N7b0/OziejY8nqSrJ/Jrnr/mT/dL/TAfA0bHZK8mhr7feu2HZ+q8MA9ENrLXcfO5H5R5ezstqyfH41K6st848u59XHTjjTEADgSq11ZeHiQ8nq+eT8ue528aHkvjucaQgw5DZbGP5xVd2UpCVJVb0wyePblgpgB52cX8rC4uNZXbv8he3qWsvpxeWcnF/qUzIAgAF1+oHuzMJ24fLt7UKyNNeNAzC0NlsY/v0k/z7Jn1q/duG7k7xh21IB7KC5M+eyZ7Q2HBsbHcncmXM7nAgAYMAtnuqmIW9kZKwbB2BoXfMahlVVST6c5OuTvDJJJfn+DaYoAwyl2YP7srK6tuHYyupaZg/u2+FEAAADbvJQd83CjaytdOMADK3NLnry7tbaFyb559sZBqAfDs9M5ObJ8cw/unzZtOTRkcr05HgOz0z0MR0AwACaPtItcLL40OXTkmtPMjHbjQMwtK45Jbl1V/tfqKqDO5AHYMdVVY4fvS0zB8YzNloZ3zuasdHK7IHxHL/nJelOtAYAoKeqWw158rnJ6N5kbF93e+BQcuf93TgAQ6s2s/pnVf18kiNJ3pXksYvbW2uv275oG5uammoLCws7fbfALtBay8n5pcydOZfZg/tyeGZCWQgA8GRa6xY4WTzVTUOePqIsBBgCVfVIa23qauObnZL84fU3gBtWVeXW2cncOjvZ7ygAAMOhKpn5ku4NgBvGpgrD1toPbncQAAAAAKD/NlUYVtX3bbS9tfb3tjYOAAAAANBPm52S/BmXvP/MJF+b5ANbHwcAAAAA6KfNTkn+7ks/rqofSPIz25AHAAAAAOijkaeyU2vt0SSHtjgLAAAAANBnm72G4f9+yYejSW5L8gfbkggAAAAA6JvNXsPwlkvev5DkQ0l+csvTAAAAAAB9tdnC8Ltba2cu3VBVB7chDwAAAADQR5u9huG/3+Q2AAAAAGCIPekZhlW1N8kzk4xW1WckqfWhz0qyb5uzsUmttZycX8rcmXOZPbgvh2cmUlXX3hFuUDf698SN/vgAgCStJacfSBZPJZOHkukjiZ/3u4Pnnuvh64Vtcq0pyX87yfcnaUk+ccn2P0ryxu0KxeYtLC3n7mMn8vDicsZGR7KyupabJ8dz/OhtmZoY73c82HE3+vfEjf74AIAkZ08n996enJ1PRseS1ZVk/0xy1/3J/ul+p2M7ee65Hr5e2EbVWrv2J1X989ba39yBPNc0NTXVFhYW+h1jILTW8pVvel/mH13O6tqnn8fRkcrsgfH8yuv+rLOO2FVu9O+JG/3xAQDpzhZ6863J4kNJu/Dp7bUnOXAo+dYTzh66UXnuuR6+XniaquqR1trU1cY3dQ3DQSkLudzJ+aUsLD5+WXGQJKtrLacXl3NyfqlPyaA/bvTviRv98QEA6aYWnp2/vABIuo+X5rpxbkyee66Hrxe22aYKw6p6flX9UlX9flUtXnzb7nA8ubkz57JndOO/GIyNjmTuzLkdTgT9daN/T9zojw8ASHcdstGxjcdGxrpxbkyee66Hrxe22WZXSf6XSX4myVKSP5vk55P82DZlYpNmD+7LyurahmMrq2uZPWhdGnaXG/174kZ/fABAukULVlc2Hltb6ca5MXnuuR6+Xthmmy0MP7O19nNJ1lprH07yzUn+0ralYlMOz0zk5snxjI5cfsbR6EhlenI8h2cm+pQM+uNG/5640R8fAJBuhdP9M911yC5Ve5KJ2W6cG5Pnnuvh64VtttnC8GJt/cmqmk3yjCQHtyURm1ZVOX70tswcGM/YaGV872jGRrvFD47f8xKLH7Dr3OjfEzf64wMA0i1ScNf9yeRzk9G9ydi+7vbAoeTO+y1icCPz3HM9fL2wzTa7SvI/SvIjSV6R5J8mOZ/k37TWvmN74z2RVZKfqLWWk/NLmTtzLrMH9+XwzITigF3tRv+euNEfHwCQbgXU0w901yGbPNSdLeTn/e7gued6+HrhKbrWKsnXLAyr+y302a21j69/fHOSz2qt/faWJt0khSEAAAAAPHXXKgw3OyX53Rffaa093K+yEAAAAADYXtcsDFt3CuJCVblmIQAAAADc4PZc+1OSJI8l+VBVvWv9/SRJa+1125IKAAAAAOiLzRaGH15/AwAAAABuYJsqDFtrP7jdQQAAAACA/tvUoidVdXNV/buq+tD6xy+qqu/Y1mQAAAAAwI7b7CrJ/yLJv0lS6x//dpKj25IIAAAAAOibzRaGn91auy/JWpK01i4kubBtqQAAAACAvthsYXihqi6eXZiqmsinzzYEAAAAAG4Qm10l+e3ppiV/ZlV9Y5JvSfJT25aKHdFay8n5pcydOZfZg/tyeGYil/TCwDbzPQgAbLnWktMPJIunkslDyfSRxOsLAK7TZldJfmNV/Y0kn5Xkzyd5U2vtX21rMrbVwtJy7j52Ig8vLmdsdCQrq2u5eXI8x4/elqmJ8X7Hgxue70EAYMudPZ3ce3tydj4ZHUtWV5L9M8ld9yf7p/udDoAhUq21zX/y+qkv7Xp22mJTU1NtYWGhX3d/Q2it5Svf9L7MP7qc1bVPP5WjI5XZA+P5ldf9WWc5wTbyPQgAbLnWkjffmiw+lLRLLjdfe5IDh5JvPeFMQwB6quqR1trU1cY3dQ3Dqpquql9O8niSx6vql6rKn6iG1Mn5pSwsPn5ZUZEkq2stpxeXc3J+qU/JYHfwPQgAbLnTD3RnFrYr1qZsF5KluW4cADZps4ueHE/yK0k+J8mzk7xnfRtDaO7MuewZ3fivi2OjI5k7c26HE8Hu4nsQANhyi6e6acgbGRnrxgFgkzZbGD6rtfaPWmufaK2dba39WJKD2xmM7TN7cF9WVtc2HFtZXcvswX07nAh2F9+DAMCWmzzUXbNwI2sr3TgAbNJmC8OPVdULLn6w/v5HtycS2+3wzERunhzP6MjlZziNjlSmJ8dzeGaiT8lgd/A9CABsuekj3QIndcW6lrUnmZjtxgFgkzZbGN6U5Leq6j1V9Z4kH0ryGVV1f1Xdv23p2BZVleNHb8vMgfGMjVbG945mbLRbbOH4PS+x2AJsM9+DAMCWq+pWQ558bjK6Nxnb190eOJTceb8FTwC4LptaJbmqXv1k4621t21ZomuwSvLWaa3l5PxS5s6cy+zBfTk8M6GogB3kexAA2HKtdQucLJ7qpiFPH1EWAvAE11oleVOF4SBRGAIAAADAU3etwnDP1Qau+Eeek+S1SZ5/6T6tta97ugEBAAAAgMGxqcIwyf1J/nOSdyRZ3bY0AAAAAEBfbbYw3Nda+7ZtTQIAAAAA9N1mV0n+z1X1/G1NAgAAAAD03WbPMHxTkt+oqo8m+eOLG1trL9+WVAAAAABAX2y2MLwvyT9PcjKuYQgAAAAAN6zNFoZprX3fdgYBAAAAAPpvs9cw/PWqetF2BgEAAAAA+m+zZxh+eZJvrKqP5fJrGL54W1IBAAAAAH2x2cLw27Y1BXBDa63l5PxS5s6cy+zBfTk8M5Gq6ncsdsBTfe53ej8AAAZca8npB5LFU8nkoWT6SLKdr/N2+v5gwGyqMGytva+qxpJMt9Z+73ruoKp+PMnXJZlJcktr7UPr2+eSfCrJ4+uf+sOttZ+7nn8bGHwLS8u5+9iJPLy4nLHRkaysruXmyfEcP3pbpibG+x2PbfRUn/ud3g8AgAF39nRy7+3J2flkdCxZXUn2zyR33Z/snx7++4MBtKlrGFbVVySZT/Le9Y9vrar7NnkfP5/ky9b3v9Jfb629aP1NWQg3mNZa7j52IvOPLmdltWX5/GpWVlvmH13Oq4+dSGut3xHZJk/1ud/p/QAAGHCtdeXd4kPJ6vnk/LnudvGh5L47uvFhvj8YUJtd9ORH0l3H8NEkaa19MMktm9mxtfb+1trCU4sHDLOT80tZWHw8q2uX/1BdXWs5vbick/NLfUrGdnuqz/1O7wcAwIA7/UB3pl+7cPn2diFZmuvGh/n+YEBttjAc3WAq8vktuP/jVfXhqvrpqnrWRp9QVa+rqoWLb4899tgW3C2wE+bOnMue0Y2v8zE2OpK5M+d2OBE75ak+9zu9HwAAA27xVDcteCMjY934MN8fDKjNFoZ/XFU3JWlJUlUvzKevPfhUvay19kVJXpzkTJK3bfRJrbU3tdamLr7ddNNNT/NugZ0ye3BfVlbXNhxbWV3L7MF9O5yInfJUn/ud3g8AgAE3eai7huBG1la68WG+PxhQT1oYVtW/Xn/3h5L8+yR/av3ahe9O8oanc8ettdPrtytJ/km6Kc/ADeTwzERunhzP6MjlZ36NjlSmJ8dzeGaiT8nYbk/1ud/p/QAAGHDTR7oFR+qKNVtrTzIx240P8/3BgLrWGYaflySttV9O8vVJfiDJbyT50tbaf3iqd1pV+6pq/yWb/kaSB5/qvwcMpqrK8aO3ZebAeMZGK+N7RzM2Wpk9MJ7j97wkVRtPIWX4PdXnfqf3AwBgwFV1qxNPPjcZ3ZuM7etuDxxK7ry/Gx/m+4MBVU+2cmRV/WZr7cVP6w6q/kWS/znJs9MtmvLJJH8+yS8kGU1SSU4l+fbW2ty1/r2pqam2sGANFRgmrbWcnF/K3JlzmT24L4dnJhQ4u8RTfe53ej8AAAZca92CI4unumnB00e2t7zb6fuDHVZVj7TWpq46fo3C8EKSP9poKElrrU0+/YjXR2EIAAAAAE/dtQrDPVcbWPeRJF+7tZEAAAAAgEF1rcLwU621+R1JAgAAAAD03bUWPTFBHwAAAAB2kSctDFtrt+xUEAAAAACg/651hiEAAAAAsIsoDAEAAACAHoUhAAAAANCjMAQAAAAAehSGAAAAAECPwhAAAAAA6NnT7wAAV9Nay8n5pcydOZfZg/tyeGYiVdXvWLuS5wIAAGD3UBgCA2lhaTl3HzuRhxeXMzY6kpXVtdw8OZ7jR2/L1MR4v+PtKp4LAACA3cWUZGDgtNZy97ETmX90OSurLcvnV7Oy2jL/6HJefexEWmv9jrhreC4AAAB2H4UhMHBOzi9lYfHxrK5dXkatrrWcXlzOyfmlPiXbfTwXAAAAu4/CEBg4c2fOZc/oxtfHGxsdydyZczucaPfyXAAAAOw+CkNg4Mwe3JeV1bUNx1ZW1zJ7cN8OJ9q9PBcAAAC7j8IQGDiHZyZy8+R4RkcuP7NtdKQyPTmewzMTfUq2+3guAAAAdh+FITBwqirHj96WmQPjGRutjO8dzdhoZfbAeI7f85JUbTxFlq3nuQAAANh9athWuJyammoLCwv9jgHsgNZaTs4vZe7Mucwe3JfDMxMKqj7xXAAAANw4quqR1trUVccVhgAAAACwe1yrMDQlGQAAAADoURgCAAAAAD0KQwAAAACgR2EIAAAAAPQoDAEAAACAHoUhAAAAANCjMAQAAAAAehSGAAAAAECPwhAAAAAA6NnT7wAAAAAAu1pryekHksVTyeShZPpIUtXvVFtrpx/jbjim20hhCAAAANAvZ08n996enJ1PRseS1ZVk/0xy1/3J/ul+p9saO/0Yd8Mx3WamJAMAAAD0Q2tdsbX4ULJ6Pjl/rrtdfCi5745ufNjt9GPcDcd0BygMAQAAAPrh9APdWXDtwuXb24Vkaa4bH3Y7/Rh3wzHdAQpDAAAAgH5YPNVNmd3IyFg3Pux2+jHuhmO6AxSGAAAAAP0weai7vt5G1la68WG3049xNxzTHaAwBAAAAOiH6SPdYhx1xZq0tSeZmO3Gh91OP8bdcEx3gMIQAAAAoB+qupV7J5+bjO5NxvZ1twcOJXfe340Pu51+jLvhmO6AakO2OszU1FRbWFjodwwAAACArdFatxjH4qluyuz0kRuv2Nrpx7gbjunTUFWPtNamrjquMAQAAACA3eNahaEpyQAAAABAj8IQAAAAAOhRGAIAAAAAPQpDAAAAAKBHYQgAAAAA9CgMAQAAAIAehSEAAAAA0KMwBAAAAAB6FIYAAAAAQM+efgdg92it5eT8UubOnMvswX05PDORqrph7m83cEwBAADYUa0lpx9IFk8lk4eS6SOJ30O3ncKQHbGwtJy7j53Iw4vLGRsdycrqWm6eHM/xo7dlamJ86O9vN3BMAQAA2FFnTyf33p6cnU9Gx5LVlWT/THLX/cn+6X6nu6GZksy2a63l7mMnMv/oclZWW5bPr2ZltWX+0eW8+tiJtNaG+v52A8cUAACAHdVaVxYuPpSsnk/On+tuFx9K7rujG2fbKAzZdifnl7Kw+HhW1y7/Zl5dazm9uJyT80tDfX+7gWMKAADAjjr9QHdmYbtw+fZ2IVma68bZNgpDtt3cmXPZM7rx9QXGRkcyd+bcUN/fbuCYAgAAsKMWT3XTkDcyMtaNs20Uhmy72YP7srK6tuHYyupaZg/uG+r72w0cUwAAAHbU5KHumoUbWVvpxtk2CkO23eGZidw8OZ7RkcvPUBsdqUxPjufwzMRQ399u4JgCAACwo6aPdAuc1BXr9daeZGK2G2fbKAzZdlWV40dvy8yB8YyNVsb3jmZstDJ7YDzH73lJaouXQ9/p+9sNHFMAAAB2VFW3GvLkc5PRvcnYvu72wKHkzvu7cbZNDdvqplNTU21hYaHfMXgKWms5Ob+UuTPnMntwXw7PTGxr0bTT97cbOKYAAADsqNa6BU4WT3XTkKePKAu3QFU90lqbuuq4whAAAAAAdo9rFYamJAMAAAAAPQpDAAAAAKBHYQgAAAAA9CgMAQAAAIAehSEAAAAA0KMwBAAAAAB6FIYAAAAAQI/CEAAAAADoURgCAAAAAD17+h2AT2ut5eT8UubOnMvswX05PDORqup3rCfY6ZzDclwAAAAYMK0lpx9IFk8lk4eS6SOJ3yefHsd0V1AYDoiFpeXcfexEHl5cztjoSFZW13Lz5HiOH70tUxPj/Y7Xs9M5h+W4AAAAMGDOnk7uvT05O5+MjiWrK8n+meSu+5P90/1ON5wc013DlOQB0FrL3cdOZP7R5aystiyfX83Kasv8o8t59bETaa31O2KSnc85LMcFAACAAdNaV2wtPpSsnk/On+tuFx9K7rujG+f6OKa7isJwAJycX8rC4uNZXbv8m2t1reX04nJOzi/1KdnldjrnsBwXAAAABszpB7qz4NqFy7e3C8nSXDfO9XFMdxWF4QCYO3Mue0Y3nu8/NjqSuTPndjjRxnY657AcFwAAAAbM4qluyuxGRsa6ca6PY7qrKAwHwOzBfVlZXdtwbGV1LbMH9+1woo3tdM5hOS4AAAAMmMlD3fX1NrK20o1zfRzTXUVhOAAOz0zk5snxjI5cfjbd6EhlenI8h2cm+pTscjudc1iOCwAAAANm+ki3GEddsdZr7UkmZrtxro9juqsoDAdAVeX40dsyc2A8Y6OV8b2jGRutzB4Yz/F7XpIakOXJdzrnsBwXAAAABkxVt3Lv5HOT0b3J2L7u9sCh5M77u3Guj2O6q9SwrTQ7NTXVFhYW+h1jW7TWcnJ+KXNnzmX24L4cnpkYyFJsp3MOy3EBAABgwLTWLcaxeKqbMjt9RLH1dDmmN4SqeqS1NnXVcYUhAAAAAOwe1yoMTUkGAAAAAHoUhgAAAABAj8IQAAAAAOhRGAIAAAAAPQpDAAAAAKBHYQgAAAAA9CgMAQAAAIAehSEAAAAA0KMwBAAAAAB6tr0wrKofr6q5qmpV9aJLtj+/qn6jqn63qj5YVV+w3VkAAAAASNJaMv+B5MGf7W5b63ciBsieHbiPn0/yD5P82hXb/0WSn2yt/UxV/ZUkP5Pk1h3IAwAAALB7nT2d3Ht7cnY+GR1LVleS/TPJXfcn+6f7nY4BsO1nGLbW3t9aW7h0W1V9dpLDSe5b3/QLSW6uqudtdx4AAACAXau1rixcfChZPZ+cP9fdLj6U3HeHMw1J0r9rGN6c5OOttQtJ0lprSU4nUWMDAAAAbJfTD3RnFnaVzKe1C8nSXDfOrjfwi55U1euqauHi22OPPdbvSAAAAADDafFUNw15IyNj3Ti7Xr8Kw4eTPKeq9iRJVVW6swtPX/mJrbU3tdamLr7ddNNNOxwVAAAA4AYxeai7ZuFG1la6cXa9vhSGrbU/TPKbSe5c33RHkoXW2sf6kQcAAABgV5g+0i1wUlesg1t7konZbpxdb9sLw6r6F1W1kGQqyS9X1cVS8JuTfHNV/W6S70nymu3OAgAAALCrVXWrIU8+Nxndm4zt624PHEruvL8bZ9erNmSr30xNTbWFhYVrfyIAAAAAG2utW+Bk8VQ3DXn6iLJwF6mqR1prU1cb33O1AQAAAABuUFXJzJd0b3CFgV8lGQAAAADYOQpDAAAAAKBHYQgAAAAA9CgMAQAAAIAehSEAAAAA0KMwBAAAAAB6FIYAAAAAQI/CEAAAAADoURgCAAAAAD17+h0A2HmttZycX8rcmXOZPbgvh2cmUlX9jgUAAAAMAIUh7DILS8u5+9iJPLy4nLHRkaysruXmyfEcP3pbpibG+x0PAAAA6DNTkmEXaa3l7mMnMv/oclZWW5bPr2ZltWX+0eW8+tiJtNb6HREAAADoM4Uh7CIn55eysPh4VtcuLwZX11pOLy7n5PxSn5IBAAAAg0JhCLvI3Jlz2TO68bUKx0ZHMnfm3A4nAgAAAAaNwhB2kdmD+7Kyurbh2MrqWmYP7tvhRAAAAMCgURjCLnJ4ZiI3T45ndOTyswxHRyrTk+M5PDPRp2QAAADAoFAYwi5SVTl+9LbMHBjP2GhlfO9oxkYrswfGc/yel6Rq4+nKAAAAwO5Rw7Yq6tTUVFtYWOh3DBhqrbWcnF/K3JlzmT24L4dnJpSFAAAAsEtU1SOttamrje/ZyTDAYKiq3Do7mVtnJ/sdBQAAABgwpiQDAAAAAD0KQwAAAACgR2EIAAAAAPQoDAEAAACAHoUhAAAAANCjMAQAAAAAehSGAAAAAECPwhAAAAAA6FEYAgAAAAA9e/odAHjqWms5Ob+UuTPnMntwXw7PTKSq+h0LAAAAGGIKQxhSC0vLufvYiTy8uJyx0ZGsrK7l5snxHD96W6YmxvsdDwAAABhSpiTDEGqt5e5jJzL/6HJWVluWz69mZbVl/tHlvPrYibTW+h0RAAAAGFIKQxhCJ+eXsrD4eFbXLi8GV9daTi8u5+T8Up+SAQAAAMNOYQhDaO7MuewZ3fhahWOjI5k7c26HEwEAAAA3CoUhDKHZg/uysrq24djK6lpmD+7b4UQAAADAjUJhCEPo8MxEbp4cz+jI5WcZjo5UpifHc3hmok/JAAAAgGGnMIQhVFU5fvS2zBwYz9hoZXzvaMZGK7MHxnP8npekauPpygAAAADXUsO2murU1FRbWFjodwwYCK21nJxfytyZc5k9uC+HZyaUhQAAAMCTqqpHWmtTVxvfs5NhgK1VVbl1djK3zk72OwoAAABwgzAlGQAAAADoURgCAAAAAD0KQwAAAACgR2EIAAAAAPQoDAEAAACAHoUhAAAAANCjMAQAAAAAehSGAAAAAECPwhAAAAAA6NnT7wBA0lrLyfmlzJ05l9mD+3J4ZiJV1e9YAAAAwC6kMIQ+W1hazt3HTuThxeWMjY5kZXUtN0+O5/jR2zI1Md7veAAAAMAuY0oy9FFrLXcfO5H5R5ezstqyfH41K6st848u59XHTqS11u+IAAAAwC6jMIQ+Ojm/lIXFx7O6dnkxuLrWcnpxOSfnl/qUDAAAANitFIbQR3NnzmXP6MbXKhwbHcncmXM7nAgAAADY7RSG0EezB/dlZXVtw7GV1bXMHty3w4kAAACA3U5hCH10eGYiN0+OZ3Tk8rMMR0cq05PjOTwz0adkAAAAwG6lMIQ+qqocP3pbZg6MZ2y0Mr53NGOjldkD4zl+z0tStfF0ZQAAAIDtUsO2CuvU1FRbWFjodwzYUq21nJxfytyZc5k9uC+HZyaUhQAAAMC2qKpHWmtTVxvfs5NhgI1VVW6dncyts5P9jgIAAADscqYkAwAAAAA9CkMAAAAAoEdhCAAAAAD0KAwBAAAAgB6FIQAAAADQozAEAAAAAHoUhgAAAABAj8IQAAAAAOhRGAIAAAAAPXv6HQAGTWstJ+eXMnfmXGYP7svhmYlU1bbtBwAAAAyI1pLTDySLp5LJQ8n0kWQX/m6vMIRLLCwt5+5jJ/Lw4nLGRkeysrqWmyfHc/zobZmaGN/y/QAAAIABcfZ0cu/tydn5ZHQsWV1J9s8kd92f7J/ud7odZUoyrGut5e5jJzL/6HJWVluWz69mZbVl/tHlvPrYibTWtnQ/AAAAYEC01pWFiw8lq+eT8+e628WHkvvu6MZ3EYUhrDs5v5SFxcezunb5fwKray2nF5dzcn5pS/cDAAAABsTpB7ozC9uFy7e3C8nSXDe+iygMYd3cmXPZM7rxdQnGRkcyd+bclu4HAAAADIjFU9005I2MjHXju4jCENbNHtyXldW1DcdWVtcye3Dflu4HAAAADIjJQ901CzeyttKN7yIKQ1h3eGYiN0+OZ3Tk8rMFR0cq05PjOTwzsaX7AQAAAANi+ki3wEldsT5w7UkmZrvxXURhCOuqKseP3paZA+MZG62M7x3N2Ghl9sB4jt/zktRVllF/qvsBAAAAA6KqWw158rnJ6N5kbF93e+BQcuf93fguUsO2guvU1FRbWFjodwxuYK21nJxfytyZc5k9uC+HZyY2Vfo91f0AAACAAdFat8DJ4qluGvL0kRuyLKyqR1prU1cdVxgCAAAAwO5xrcLQlGQAAAAAoEdhCAAAAAD0KAwBAAAAgB6FIQAAAADQozAEAAAAAHoUhgAAAABAj8IQAAAAAOhRGAIAAAAAPQpDAAAAAKBnT78DAAAAANwQWktOP5AsnkomDyXTR5KqfqeC69bXwrCq5pJ8Ksnj65t+uLX2c/1LBAAAAPAUnD2d3Ht7cnY+GR1LVleS/TPJXfcn+6f7nQ6uyyCcYfjXW2sf6ncIAAAAgKekta4sXHwoaReS1fPd9sWHkvvuSL71hDMNGSquYQgAAADwdJx+oDuzsF24fHu7kCzNdeMwRAahMDxeVR+uqp+uqmddOVhVr6uqhYtvjz32WD8yAgAAAGxs8VQ3DXkjI2PdOAyRfheGL2utfVGSFyc5k+RtV35Ca+1NrbWpi2833XTTjocEAAAAuKrJQ901CzeyttKNwxDpa2HYWju9fruS5J8k+fJ+5gEAAAC4btNHugVO6oqlImpPMjHbjcMQ6VthWFX7qmr/JZv+RpIH+xQHAAAA4Kmp6lZDnnxuMro3GdvX3R44lNx5vwVPGDr9XCX5c5L8QlWNJqkkp5Lc3cc8AAAAAE/N/unk2z7YLXCyeKqbhjx9RFnIUKrWWr8zXJepqam2sLDQ7xgAAAAAMJSq6pHW2tTVxvu96AkAAAAAMEAUhgAAAABAj8IQAAAAAOhRGAIAAAAAPQpDAAAAAKBHYQgAAAAA9CgMAQAAAIAehSEAAAAA0KMwBAAAAAB6FIYAAAAAQI/CEAAAAADoURgCAAAAAD0KQwAAAACgR2EIAAAAAPQoDAEAAACAHoUhAAAAANBTrbV+Z7guVfWpJP+j3zm22U1JHut3iE2Qc+sNS1Y5t9aw5EyGJ6ucW2tYcgJs1jD9vzYsWeXcesOSVc6tNSw5k+HJOiw5d9qzWmvPuNrg0BWGu0FVLbTWpvqd41rk3HrDklXOrTUsOZPhySrn1hqWnACbNUz/rw1LVjm33rBklXNrDUvOZHiyDkvOQWNKMgAAAADQozAEAAAAAHoUhoPpTf0OsElybr1hySrn1hqWnMnwZJVzaw1LToDNGqb/14Ylq5xbb1iyyrm1hiVnMjxZhyXnQHENQwAAAACgxxmGAAAAAECPwhAAAAAA6FEYAgAAAAA9CkMAAAAAoEdhCAAAAAD07Ol3AAAAgO1UVZNJRlprZ6pqIslXJPlvrbWP9DfZp1XV3iQrrbW2/vHXJjmS5Ldaa7/Q13AbqKrnJPnrSWaTXEjyX5P8q9bap/qZ60pV9SeSPKu1dvqK7V/QWvuvfYr1pKpqPMn/lORjrbVP9jvPparqlUk+3lr7rar6ynTfS7/dWvu5/ibbvKr6C621f9fvHFdTVe9urX11v3Ncqqq+LcnPtdb+R7+zbMb6//N/Ocn0+qbTSd7RWlvsX6rh4wzDAVZVB/qd4clU1d/vd4YrVdUX9jvD9aiq0ap6eVV9w/rby6tqtN+5nkxV7amqW6rqs/qd5clU1Qur6mhVHe53litV1TOq6i9V1Wur6tuq6s/1O9PVVNWfqKrpDbZ/QT/ybEZVja9/jX5Gv7NcqapeWVVfvP7+V1bV36+qv97vXNdj0H82AVxp/f/Zh5L83vr770vyTUn+Y1Xd3tdwl/tPSSaTpKr+tyT/MMkzk7y+qr6/n8GuVFV/LckHkvy5JF+f5E8l+WtJPlJVn9/PbJeqqj+f5ONJPlxVv1lVz7tk+N4+xXqCqvrRS97/4iQfS/Kv033Nvqxvwa5QVf8o3dflv66q70ny/0vyjCTfVVX/oK/hrs9P9DvARVV1/5VvSb7kkvcHxT9KMree62urqvod6Gqq6o4kv5Pkzyf5E+tvr0jy39bH2KRa/wMWA6iqTrfWnvCLej9U1f++webvS/L3kqS19uM7m2hjVbWW5MNJfjrJfYP8F4Sq+vIk/yrJI0nm1zfPJvmTSb6+tfb+PkW7TFW9PMnbk7Qkd6T7YfEZSZ6V5I7W2vv6GK+nqt6T5G+01v5w/UXsP07y60luS/LDrbV/0deA69bLwZ9JcjbdX45/Nd2L7MeS/OXW2iN9C3eF9RfZ/1eSSvJ7Sf5aa+1j62O/2Vp7cT/zXVRVP9pae/36+1+c5JeS/FG6X7r+ygB9L/2jdC9W9iQ5nuTOJO9K98vWu1tr39vHeJs2SD+bADajqn4zyV9I9/rlZJKXttY+XFWfm+Rft9Zu62vAdVX1X1prX7T+/okkX9Nae3T9DLkTrbUX9jfhp1XVh5P8ufUzNg8leWNr7S9X1SuS/B+tta/sc8QkveP4jel+Pzia5O8m+Quttd+uqgdba7f0NeC6S19XVdU7kxxrrb2jqo6kO7Zf2t+Enar6b0lelGRfkoUkM+tfA/vSfY0OzB+Uq+pNVxtKcrS1NhAnP1TVHyT5f5L82sVN6X7f+q4kaa29rU/RLlNVDyZ5ZZJvSPKaJDcleVu6r9Xf62O0J6iq30nyytba3BXbn5vkl1prn9eXYEPIlOQ+q6qve5LhZ+5YkGt7U5JfTHJpAfeMJLekK5IGxX9NV2Lek+QfVNW/S/JTrbVf6W+sDf2zdAXRyUs3VtWtSY4lGZQXhT+c5CuT7E/yC+lKo/9QVbcleWOSL+9jtks9q7X2h+vvf0e6Xwbm16cg/cckA1EYpjtmX9Va++j6c/2/tda+uqr+13RfE3+pr+ku90NJXpZPv8j+lfUpHL+d7sXMoPjqJK9ff//vJ/lbl77ITjIQL7KT/M95khfZSQamMByin00Am1Gttd9Pkqp6pLX24SRprf1eVY31N9pl9lTVTa21x5Kcz/rr7tba41U1aDPDVltrZ5KktXaqqmbW3//lqvonfU12ubHW2n9Zf/+nq2ouyb+rqr+Ywfod5lLTrbV3JElr7YH16cmD4lOttfNJzlfV2Uu+Bs5V1fk+Z7vS30p3NuTqBmOD9Nx/UZK3pPvd7++01j5VVd83KEXhJVpr7b8n+dEkP7p+8svRJB+qqpOttUGaMTV6ZVmYJK21h6pKB3YdHKz++7/TTYvY6JfvQZpO9+fTFUf/8uL1HqrqK1prr+lvrCdYWb/Gyy9U1c1JXp3kX6xP8z3WWvt7/Y13mWdeWRYmSWvtg1X1jH4Euoq9rbUPJcn6C4P/kCSttRNVdVNfk13uGVU12lpbTfeLwXyStNYWB+yU+ZHW2keT3nP9Bevv/8uq+q7+RnsCL7K31jC9yB6Wn00Am3Hp5V7+2RVjg/T70JuT/FJV/WC6P9S/par+dZKvSfLBviZ7oj+sqtekO6v/ziSnkmT9NdcgHdNnVtUzLl5XsbX2nqp6dZJ3Jtnb32iX+ez1GV2VJ/6cHaSyeKm6a9l9VpIzVfX6dGeZvTLJub4me6LfTvL2i38guFRVfWMf8mxo/YSH26vqaJL3rx/fQXTZa8LW2q8m+dWq+vZ01zIdJB+sqmPpitiLM/lmknxLurPM2aRB+s98t/poulOi564cqKqHdz7OxtbPKPvqJG9en/f/7RncwiBJ0lp7ON0ZUj9U3QV5j/Y50pV+r6q+L8lbLp4ZV1WfneRvprvOzqC49EXK268YG6TrLf7rJD+3fj2Vn6+qv5PkZ9O9yD7V12SXe6yq/lxr7b1V9VeS/OE19+gfL7K31jC9yB6Kn00Am/TOqvrM1toftdb+6cWN1V1rb65/sS7XWvuJqnokyfcn+dPpflf7knSXsPm+fmbbwN9Kd4mVH0/3C/ir17c/K8mP9CnTRu5PtyjHL1/c0Fp7X1XdleSn+hVqA+9ON3Mr6Uqj57TWPl5VfyqD9Vrxm9JNl11L8qp0XwcfTXfpmm/oX6wNfV+Sx68y9uqrbO+b1tqxqnpvuktrDeIfZ399o42ttT9K8i93OMu13JNuSvexfHrRk/kkP5/u65dNcg3DPquqv53u2lVPaLqr6u+01v7PPsR6UuuF4RuSPLu19px+57lUVT3QWjvS7xybUVUXX1D9tXy6vL+QrpT7nkum1/bV+l9nXrv+w+DS7Z+b5G2ttS/rT7InWv8L13cl+Zx0x/ST6YrE7x2U61muT0O+P8nBdBfh/ovr11F6dpJvGqSzYKvq/0zy/tbaL1+x/WXppvq/oD/JLldVb71i0/de8iL7ZwZllbnqLrR+8UX2d6R7kf2t6V5kv7q19lt9jHeZYfzZBABwI7j4B45+5wCF4QBYP3X/2a21j/c7y5O5NGdVfU6SP9Nae1e/c11pWI7npdavs5dBKbU2Y/36D2Ottav95a5vqlsdd09rbanfWa6mqg601h7tdw4A2C2q6sSVC5xstK3fhiVnMlxZr1RVXzxIf6y7GjmfuuoWDHpWa+30Fdu/oLX2X/sU6wnk3Hrrv1+PrF8vfCLdmcb/rbX2kf4mGy6DNFVrt3t3vwNs0ruTpLX23wexLLzEsBzPJF1ReGlZWFUH+plnM1prF5IM0vXhelprn7y0LBzE47lRWTiIOZNkowutr//gHShybp+q2lNVt1TVQKwoCPAUXXY5pvU/fg7i1L9hyZkMV9Yr/T/9DrBJcj4FVfXn083m+XBV/eb6TI+L7u1TrCeQc+tV1V9Pd4mv31t//33pptP/x6q6va/hhoxrGA6A1lqrqoWqOnjxIviDSM4d9WA+fb2FQSbn1hqonFV1ON0U+T9ZVe9KN2X6f6wPvyfJi/sW7hJybr2qenm6rC3JHemmUn9GkmdV1R2ttff1Mx/A9Vi/Zuz3JLmpqi6dzfEnkhzvT6onGpacyfBkXb/G8YZDSQZm8T45t8UPJXlZkg+nu5b9r1TVX2it/XY2XtStX+Tceq9P8vnpXrueTPLS9UtAfW66y1Xd389ww0RhODgeS7ck+bvW30+StNZe179IG5Jzi1TV1z3J8DN3LMg1yLm1hiXnun+c5NuSPJDktekuwv1VrbVHMlgvDOTcej+c5CuT7E/yC0n+2vriV7cleWOSL+9jNoDr9ZYkP5fkn6dbJfOiPxqwy5cMS85keLK+Md0ieBtdh2tsh7M8GTm33lhr7b+sv//TVTWX5N9V1V/MYC3eKefWq9ba7ydJVT1ycaXs1trvVdWgfZ0ONIXh4Pjw+tugk3Pr/N/pTo/eqCgYpKkccm6tYcmZJDe11n5x/f2/W1UfSfIfquqrMlgvDOTcentbax9Kkqo621r7D0nSWjtRVYN2BgHAk2qtfSLJJ6rqm5P8YWvtj5Okqp5ZVTe31gZi9fdhyZkMVdb/L8kPb3TdsvWfv4NCzq33zKp6RmvtU0nSWntPVb06yTuT7O1vtMvIufVGL3n/n10xpgO7Dg7WgGit/WC/M2yGnFvqo0mOttbmrhyoqkF5kZXIudWGJWeSjFfVSGttLUlaa/dV1Uq66bPP6G+0y8i59S69zuLbrxgbDcBw+vl0U+ouqvVtL+lPnKsalpzJ4Gf9x7l6mfGGnQxyDXJuvfvTLXTxyxc3tNbeV1V3JfmpfoXagJxb7521vtJ0a+2fXtxYVZ+fZK5/sYaPwnCArE/1elEumZbYWvvxvgW6Cjm3zNuSHMzG/2m9ZWejPCk5t9aw5EySX0/ytUn+3cUNrbWfq6qW5L6+pXoiObfef77khdbfvrhx/dovf9THXABPx96LZ8IlSWvt8aoatD/YJMOTMxnwrK21tz7J2Nt2MsuTkXPrtdb+zlW2vz/JC3Y4zlXJufVaaxuW1621/y/Jq3Y4zlCr1gZtFtTuVFXfm+SvpFvw4H1JvjrJe1prf7mvwa4g59aqqkry7Nbax/ud5cnIubWGJWcyPFnl3HobZa1u9cux1trj/UsG8NRU1YNJXtFa+8P1j5+d5Jdba1/c32SXG5acyfBkraoTrbXbrrWt3+TcesOSVc6tN0xZB9XItT+FHfK/JHlpkoXW2h1Jbk2y1t9IG5Jz67273wE2Sc6tNSw5k+HJKufWuyxra+2CshAYYj+e5ANV9QNV9YNJfi3Jj/U500aGJWcyPFkvm1m3/gewQbt2dCLndhiWrHJuvWHKOpAUhoPjj9dP5x+pqlq/kOzn9jvUBuTcQq07xXehqg72O8uTkXNrDUvOZHiyyrn1hikrwGasT6d8fZKb012y5jWttXv7m+qJhiVnMvhZq+r1VbWU5IVVtXjxLcknk7y/z/F65Nx6w5JVzq03TFkHnWsYDo7Hq1vi+0NJfqyqFjKYF5aXc+s9luRDVfWu9feTJK211/Uv0obk3FrDkjMZnqxybr1hygpwVVX1miQ/kK7YSpLTST6S5Ff7lWkjw5IzGZqsb0nyc0n+eZJvuWT7H7XWlvoTaUNybr1hySrn1humrANNYTg4/ma6Fae+M8k/SDed9s6+JtqYnFvvw+tvg07OrTUsOZPhySrn1humrAAbqqq7k3x3ul8cP7C++aXp/qi8OiiLNQxLzmR4srbWPpHkE1X1zUn+8OICLVX1zKq6ubX2cH8TduTcesOSVc6tN0xZB51FT/qsqt50taF0M8IG4iwOOQEAGEZV9VtJXtVaO33F9tkk72ytfVFfgl1hWHImw5U16RY6SPKyS4qDP5HkP7bWXtLfZJeTc+sNS1Y5t94wZR1UzjDsv9cm+WCS/zeDuyhHIue2qqrbkrwo3bVfkiSttR/vW6CrkHNrDUvOZHiyyrn1hikrwFXsubLYSpLW2lxVDdIla4YlZzJcWZNk78XSIElaa49X1TP6Gegq5Nx6w5JVzq03TFkHksKw/74yydF0q/r+X0mOtdZ+r7+RNiTnNqmq703yV5JMJ3lfkq9O8p50q84NDDm31rDkTIYnq5xbb5iyAjyJvVX1zEt/cUx6Z5sM0i+Pw5IzGa6sSdKq6rNba3+YJFX17HQzkAaNnFtvWLLKufWGKetAskpyn7XW3ttauyvJn0l3oeCfrar3VtVAnSYr57b6X9Jd82WhtXZHklszmGdHyrm1hiVnMjxZ5dx6w5QV4GruT3JvVe2/uKGqJpIcXx8bFMOSMxmurEn3h64PVNUPVNUPJvm1JD/W50wbkXPrDUtWObfeMGUdSArDAdFa+6Mk/3b97fPW3waOnNvij9f/OjtSVdVa+0iSz+13qA3IubWGJWcyPFnl3HrDlBXgat6QZCXJQlU9WFUPJnk4yYUkf6evyS43LDmT4cqa1tpbk7w+3YrOz0zymtbavf1N9URybr1hySrn1humrIPKlOQ+W7/Gx9cluSfJTJJ7k7y4tfbxvga7gpzb6vGqGkvyoXQryy0kGcRrv8i5tYYlZzI8WeXcesOUFWBDrbWVJP9LVT0vyS3rmx9srX2sj7GeYFhyJsOVtapek+QH0pUGSTcL6SNJfrVfmTYi59Yblqxybr1hyjrIrJLcZ1X1B+m+eN+a5NevHG+t/ZcdD7UBObdPVX1hkoeSjCf5B0n2J/mh1tpv9TPXleTcWsOSMxmerHJuvWHKCgBXqqq7k3xPku9M8oH1zS9NNy3xR1trb+tXtkvJufWGJaucW2+Ysg46hWGfVdVckotPQsvlF+FsrbVDOx5qA3Juvap609WG0mV93U7muRo5t9aw5EyGJ6ucW2+YsgLA1VTVbyV5VbtiReeqmk3yztbaF/Ul2BXk3HrDklXOrTdMWQedKcl91lqb7XeGzZBzW7w2yQeT/L8Z7EUEXhs5t9JrMxw5k+HJ+trIudVem+HJCgBXs+fK0iBJWmtz65cyGhRybr1hySrn1humrANNYQj985VJjqZbhfT/SnKstfZ7/Y20ITm31rDkTIYnq5xbb5iyAsDV7K2qZ64v4NVTVX8iyTP6lGkjcm69Yckq59YbpqwDzSrJ0Cettfe21u5K8mfSXXfxZ6vqvVX1kj5Hu4ycW2tYcibDk1XOrTdMWQHgSdyf5N6q2n9xQ1VNJDm+PjYo5Nx6w5JVzq03TFkHmsIQ+qy19kdJ/u362+etvw0cObfWsORMhiernFtvmLICwAbekGQlyUJVPVhVDyZ5OMmFJH+nr8kuJ+fWG5ascm69Yco60Cx6An2yfv2Er0tyT5KZJPcmube19vG+BruCnFtrWHImw5NVzq03TFkB4Fqq6nlJbln/8MHW2sf6medq5Nx6w5JVzq03TFkHlcIQ+qSq/iDdVL+3Jvn1K8dba/9lx0NtQM6tNSw5k+HJKufWG6asAADA1lMYQp9U1VySi9+ALUldMtxaa4d2PNQG5Nxaw5IzGZ6scm69YcoKAABsPYUhAAAAANBj0RMAAAAAoEdhCAAAAAD07Ol3AAAABtv6dS0/leSPk+xL8l+T/Ghr7Teusd9fSvIHrbUHtjsjAABbxxmGAABsxl9vrX1xa+15Sd6W5F1V9ZJr7POXkhzZ9mQAAGwphSEAANeltXZ/krck+a6q+sqq+kBVPVhV/7Wq7kmSqvraJF+X5Lur6kNV9Y1V9eyqem9V/ef1z31zVXk9CgAwYExJBgDgqfhP6QrB30zyZa211aqaTPJgVf1ya+1dVfXOJB9qrf2TJKmqZyZ5VWvtsaoaTfJvk/y1JP+mPw8BAICNKAwBAHgqav32QJKfrqoXJLmw/vEXJlnYYJ+RJD9aVV+2vv9nJ/ntKAwBAAaKKSAAADwVt6Yr+96S5NeSvLC19qIkv5vkmVfZ53XpSsKXtNa+KMm/epLPBQCgTxSGAABcl6r6i0n+ZpI3JplIMt9aa1X1siRffMmn/lGSz7rk44l0qyb/cVU9O8lf3anMAABsXrXW+p0BAIABVlVzST6V5I+T7Evy35L8SGvtN6rqq5P8RJJzST6U5AVJ/mFr7R1VdWuSn0lyPsk/S/Lvk/z8+r/x++mmLX+itfbaHXw4AABcg8IQAAAAAOgxJRkAAAAA6FEYAgAAAAA9CkMAAAAAoEdhCAAAAAD0KAwBAAAAgB6FIQAAAADQozAEAAAAAHoUhgAAAABAj8IQAAAAAOj5/wOEC9YlSFaTYAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_5 = [11,17,16,11,12,11,12,6,6,7,8,9,12,15,14,17,18,21,16,17,20,14,15,15,15,19,21,22,22,22,23]\n",
    "y_10 = [26,26,28,19,21,17,16,19,18,20,20,19,22,23,17,20,21,20,22,15,11,15,5,13,17,10,11,13,12,13,6]\n",
    "x_5 = range(1,32)\n",
    "x_10 = range(51,82)\n",
    "plt.figure(figsize=(20,8),dpi = 80)\n",
    "\n",
    "#绘制散点图并添加标签\n",
    "plt.scatter(x_5,y_5)\n",
    "plt.scatter(x_10,y_10)\n",
    "\n",
    "#合并x轴并生成刻度标签\n",
    "_x = list(x_5) + list(x_10)\n",
    "_xticks_labels = [\"Mar{}\".format(i) for i in x_5]\n",
    "_xticks_labels += [\"Oct{}\".format(i-50) for i in x_10]\n",
    "\n",
    "#设置刻度，每三天显示一个标签\n",
    "plt.xticks(_x[::3], _xticks_labels[::3], rotation=90) \n",
    "plt.xlabel(\"Data\")\n",
    "plt.ylabel(\"Temperature\")\n",
    "plt.legend(labels=['March', 'October'],\n",
    "           loc=\"upper left\")\n",
    "plt.title(\"topic\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf803f7e",
   "metadata": {},
   "source": [
    "### 绘制条形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "788aa83f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cb8e50a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = [\"战狼2\",\"速度与激情8\",\"功夫瑜伽\",\"西游伏妖篇\",\"变形金刚5：最后的骑士\",\"摔跤吧！爸爸\",\"加勒比海盗5：死无对证\",\"金刚：骷髅岛\",\"极限特工：终极回归\",\"生化危机6：终章\",\"乘风破浪\",\"神偷奶爸3\",\"智取威虎山\",\"大闹天竺\",\"金刚狼3:殊死一战\",\"蜘蛛侠:英雄归来\",\"悟空传\",\"银河护卫队\",\"情圣\",\"新木乃伊\"]\n",
    "y = [56.01,26.94,17.53,16.49,15.45,12.96,11.8,11.61,11.28,11.12,10.49,10.3,8.75,7.55,7.32,6.99,6.88,6.86,6.58,6.23]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "77595d5a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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kHaI+QX8zsDbJ05M8Hjgf2DajzjZgc7d9HvDVqqoe15QkHaIFz6OvqoNJ3gx8BVgBXF5V30vybmCyqrYBlwH/lmQ3cD9T/xjMyZWxkjQ6vRZMVdW1wLUzyt41sP0/wJ/1uYYkqZ+x+TJWkrQ4DHpJapxBL0mNM+glqXEGvSQ1zqCXpMYZ9JLUOINekhqXcfxFgiQPAncsdTsW2cnAT5a6EYuo9f6BfWxFK3383ao6ZdiBsXyUIHBHVU0sdSMWU5LJlvvYev/APrbiSOijt24kqXEGvSQ1blyDfutSN+AwaL2PrfcP7GMrmu/jWH4ZK0kanXEd0UuSRsSgl6TGjVXQJ9mY5I4ku5NctNTtGYUklyfZl2TXQNmJSbYnubN7PWEp29hXktVJbkjy/STfS/KWrryZfib57STfSnJL18d/7MqfnuSm7jN7dfdYzWUryYok30nyH91+U/0DSHJ3kluT7Ewy2ZU181kdZmyCPskK4KPA2cA64IIk65a2VSNxBbBxRtlFwPVVtRa4vttfzg4Cb6uqdcALgDd1/+1a6ucvgTOr6rnAemBjkhcA7wc+VFXPAH4GXLh0TRyJtwC3Dey31r9pL66q9QPz51v6rD7K2AQ9sAHYXVV3VdWvgE8D5y5xm3qrqhuZel7uoHOBK7vtK4FXHc42jVpV3VtV3+62H2QqKFbRUD9rykPd7lHdXwFnAp/typd1H5OcBrwC+Hi3Hxrq3xya+awOM05Bvwq4Z2B/T1fWolOr6t5u+8fAqUvZmFFKsgZ4HnATjfWzu62xE9gHbAd+APy8qg52VZb7Z/bDwNuBX3f7J9FW/6YVcF2SHUm2dGVNfVZnGtefQDhiVFUlaWKOa5InAp8D3lpVD0wNCKe00M+qegRYn+R44BrgD5a2RaOT5BxgX1XtSHLGEjdnsZ1eVXuTPBnYnuT2wYMtfFZnGqcR/V5g9cD+aV1Zi+5LshKge923xO3pLclRTIX8J6vq811xc/0EqKqfAzcALwSOTzI9YFrOn9kXAa9McjdTt03PBD5CO/37P1W1t3vdx9Q/2Bto9LM6bZyC/mZgbfct/+OB84FtS9ymxbIN2Nxtbwa+sIRt6a27l3sZcFtVfXDgUDP9THJKN5Inye8AL2Pqu4gbgPO6asu2j1X1jqo6rarWMPX/3ler6jU00r9pSY5Jcuz0NnAWsIuGPqvDjNXK2CSbmLpPuAK4vKreu7Qt6i/JVcAZTP0U6n3AxcC/A58Bngb8EHh1Vc38wnbZSHI68DXgVv7//u47mbpP30Q/kzyHqS/pVjA1QPpMVb07ye8xNQI+EfgO8BdV9cula2l/3a2bv62qc1rrX9efa7rdxwGfqqr3JjmJRj6rw4xV0EuSRm+cbt1IkhaBQS9JjTPoJalxBr0kNc6gl6TGGfSS1DiDXpIa97+u5aZv+gI6vAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.barh(range(len(x)),y)  #横向展示\n",
    "plt.bar(range(len(x)),y)\n",
    "plt.figure(figsize=(20,8),dpi = 80)\n",
    "plt.xticks(range(len(x)),x)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "be681373",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = [\"猩球崛起3:终极之战\",\"敦刻尔克\",\"蜘蛛侠：英雄归来\",\"战狼2\"]\n",
    "b_16 = [15746,312,4497,319]\n",
    "b_15 = [12357,156,2045,168]\n",
    "b_14 = [2358,399,2358,362]\n",
    "\n",
    "bar_width = 0.2\n",
    "\n",
    "x_14 = list(range(len(a)))\n",
    "x_15 = [i+bar_width for i in x_14]\n",
    "x_16 = [i+bar_width*2 for i in x_14]\n",
    "\n",
    "plt.figure(figsize = (20,8),dpi = 80)\n",
    "plt.bar(range(len(a)),b_14,width = bar_width)\n",
    "plt.bar(x_15,b_15,width = bar_width)\n",
    "plt.bar(x_16,b_16,width = bar_width)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e9ac616c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
